Other Specialty Retail Data Provider: 20 Cataloged Datasets

Plus 10 more in this slice — each with its field dictionary and sample rows on its own page.

Market researchers and competitive analysts get the company-name bridge: 125 US chains ranked per year by revenue through the Kantar-compiled lists, fifty global players, and a monthly card-transaction monitor that reads demand ahead of official releases.

Their lane: other specialty retail for market researchers.

Developers and builders resolve barcodes.

Nutritionix resolves 1,053,256 barcoded grocery items and Edamam about 790,000 UPCs, both parsing natural-language queries and attaching diet and allergen labels.

Their lane: other specialty retail for developers and builders.

E-commerce operators and category managers work assortment and risk at once - screening SKUs against recall notices by brand and product description, sizing categories against European volume indices, timing promotions on 4-5-4 fiscal calendars that finally agree with finance.

Their lane: other specialty retail for e-commerce operators.

Data scientists and ML engineers train on the packaged-food corpus: ~356,000 products and 150+ columns of ingredients, allergens and nutrition labels in one tabular extract, joined against the living commercial shelves when freshness matters.

Their lane: other specialty retail for data scientists.

Journalists and academics cite the primary counters - monthly Eurostat vintages, FAOSTAT country-year series, FDA recall events, bilateral HS6 trade - because numbers that survive a fact-check come from the institutions that publish them.

Their lane: other specialty retail for journalists and academics.

• Data Scientists & ML Engineers
• Developers & Data-Product Builders
• E-commerce Operators
• Market Researchers & Consultants Other specialty retail data for market researchers comes from 10 qualifying sources: Eurostat's monthly NACE G47 turnover and volume indices across 41 geographies, FAOSTAT food statistics spanning 245 countries since 1961, the NRF Top 100 rankings, and OEC bilateral trade profiles for HS chapter 16.

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